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Record W4410693187 · doi:10.1177/00380261251335443

Deep listening, slow relationships, world-making: Indigenous and feminist ecological reflections on the Listening Guide and the Live Methods Manifesto

2025· article· en· W4410693187 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueThe Sociological Review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsRegional Municipality of NiagaraAssembly of First NationsBrock University
Fundersnot available
KeywordsActive listeningManifestoIndigenousSociologyEcologyGender studiesCommunicationPolitical scienceLawBiology

Abstract

fetched live from OpenAlex

Rooted in a three-year (2018–2021) research collaboration between Indigenous and white settler researchers in Canada, this article asks: how do we use, adapt and remake methods developed in Euro-western contexts for very different geopolitical contexts, specifically Indigenous ones? How do we do this without minimizing the harms caused by Euro-western methods and epistemologies (some of which are ongoing) while providing ample space for Indigenous histories and approaches to knowledge-making and world-making? We detail how we used and adapted a feminist, relational, narrative data analysis approach – the Listening Guide – in two research projects, reflecting on how and why we made modifications. We expand three key points from the 2012 Live Methods Manifesto, while advancing two arguments about methods in this paper. First, we maintain that as all methods have histories and exist within geopolitical, socio-cultural, philosophical, ethical, epistemological and ontological contexts, they are neither static objects nor recipes that can be uniformly applied. We argue that the Listening Guide, often referred to as a singular approach, is in fact multiple. Second, we assert the ecological liveliness of methods in practice and in their specific contexts – their flow and flux, processes of becoming, relationalities and refusals, disturbances and renewals. This means that the Live Methods Manifesto must also be a living and constantly remade guide that is attentive to diverse research relationships, responsiveness, reflexivity and responsibilities through all phases of research, including pre- and post-research reflections.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.065
metaresearch head score (Gemma)0.072
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.496
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0650.072
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0070.006
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.387
GPT teacher head0.604
Teacher spread0.217 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it